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April 23, 2026Journal of Veterinary Internal Medicine0 citationsOpen Access

Unsupervised clustering of serum lipase activity in cats: a data-driven approach to correlate clinical, laboratory, and ultrasonographic findings

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VHVanessa HotzDBDaniel BrüggerPKPeter H Kook

Key Points

  • The aim is to interpret serum lipase activity in sick cats by clustering data-driven findings with clinical and ultrasonographic results.
  • Conducted a retrospective study with 563 client-owned hospitalized cats.
  • Applied unsupervised k-means clustering to categorize serum lipase activity into three groups.
  • Compared clinical, laboratory, and ultrasonographic findings across clusters using statistical tests.
  • Cluster analysis revealed three distinct lipase activity ranges: low, moderate, and high.
  • Ultrasonographic diagnosis of pancreatitis was significantly higher in the moderate lipase group compared to the low group.
  • Not all cats with high lipase levels exhibited pancreatic abnormalities, suggesting diagnostic challenges.

Abstract

Abstract Background Serum lipase activity has not been compared with ultrasonographic and clinical findings in cats. Hypothesis/Objectives Interpret serum lipase activity in sick cats using unsupervised, data-driven clustering. Animals Five hundred sixty-three hospitalized client-owned cats with serum lipase activity 30 U/L (reference intervals, 8-26 U/L) Methods Retrospective study. Unsupervised k-means clustering of serum lipase activity (k = 3, chosen by elbow and silhouette diagnostics) grouped cats into 3 ranges. Least squares mean (LSmean) lipase values were: cluster 1: 53 U/L (range, 30-125 U/L); cluster 2: 229 U/L (range, 147-411 U/L); and cluster 3: 778 U/L (range, 441-1613 U/L). Clinical (n = 563), laboratory (n = 563), and ultrasonographic (n = 318) findings were compared across clusters using general linear models and Fisher’s exact tests with multiplicity correction (Bonferroni). Results Ultrasonographic diagnosis of pancreatitis (USDx) was significantly (P = .0021) more common in cluster 2 (64%) compared to cluster 1 (47%). Pancreatic enlargement (59%), hypoechogenicity (56%), and hyperechoic mesentery (49%) were significantly more common in cluster 2 compared to cluster 1, but 40%-50% of cluster 2 cats and 25%-66% of cluster 3 cats did not have these US abnormalities. Only lethargy was significantly more common in cluster 2 cats. Significant differences in laboratory values were found for urea (highest in cluster 3), triglycerides (highest in cluster 2), and protein (lowest in cluster 3). Conclusions and clinical importance Despite marked hyperlipasemia, approximately 50% of cats have no ultrasonographic pancreatic abnormalities or changes insufficient for an USDx. Future routine pancreatic size assessment might help detect subtle changes. Abdominal pain is not significantly more common at higher lipase activities.

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Cite This Study

Hotz et al. (2026) studied this question.

synapsesocial.com/papers/69e9b7c585696592c86eb640https://doi.org/10.1093/jvimsj/aalag072
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